{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 223,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline\n",
    "from sklearn.cluster import AgglomerativeClustering\n",
    "from sklearn.cluster import AffinityPropagation\n",
    "from sklearn.cluster import k_means, spectral_clustering\n",
    "from sklearn.cluster import DBSCAN\n",
    "from sklearn import preprocessing\n",
    "from sklearn.manifold import spectral_embedding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = np.loadtxt('route.csv', delimiter=',', skiprows=1)\n",
    "data2 = data[:,1:3]\n",
    "# don't scale\n",
    "# data3 = preprocessing.scale(data2)\n",
    "data3 = data2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 253,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 8))\n",
    "ax = fig.add_subplot(111)\n",
    "plt.scatter(data3[:,0], data3[:,1], s=5)\n",
    "for i in range(0,1000,10):\n",
    "    plt.scatter(data3[i,0], data3[i,1], color='red')\n",
    "    ax.annotate('%i'%i,(data3[i,0], data3[i,1]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {},
   "outputs": [],
   "source": [
    "distance_matrix = np.load('route.npx.npy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "colors = ['#FA5858', '#2A0A0A', '#F4FA58', '#BEF781', '#81F7D8', '#0431B4', '#BCA9F5', '#FE2EC8', '#F5A9BC', '#4B0082']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4236.49\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# complete, better\n",
    "ac = AgglomerativeClustering(n_clusters=10, affinity='precomputed', linkage='complete')\n",
    "labels = ac.fit_predict(distance_matrix)\n",
    "fig = plt.figure(figsize=(8, 8))\n",
    "label_list = []\n",
    "for k, col in zip(range(10),colors):\n",
    "    my_members = labels == k\n",
    "    label_list.append(sum(my_members))\n",
    "    plt.scatter(data3[my_members,0], data3[my_members,1], color=col, s=5)\n",
    "plt.xlabel('POINT_X')\n",
    "plt.ylabel('POINT_Y')\n",
    "print(np.var(label_list))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "286\n",
      "268\n",
      "213\n",
      "325\n",
      "413\n",
      "345\n",
      "247\n",
      "231\n",
      "231\n",
      "262\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "3477.8900000000003"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# spectral clustering\n",
    "labels = spectral_clustering(np.exp(-0.5*distance_matrix/np.max(distance_matrix)), n_clusters=10, n_components=4, n_init=100)\n",
    "fig = plt.figure(figsize=(8, 8))\n",
    "label_list = []\n",
    "for k, col in zip(range(10),colors):\n",
    "    my_members = labels == k\n",
    "    print(sum(my_members))\n",
    "    label_list.append(sum(my_members))\n",
    "    plt.scatter(data3[my_members,0], data3[my_members,1], color=col, s=5)\n",
    "plt.xlabel('POINT_X')\n",
    "plt.ylabel('POINT_Y')\n",
    "plt.title('spectral clustering')\n",
    "plt.savefig('city-sc.svg')\n",
    "np.var(label_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们先采用谱聚类对非欧距离变换得到的相似度矩阵进行降维，降到2维；\n",
    "然后根据选取中心点的要求，使用固定的10个中心点（来自数据点）初始化 kmeans 算法，从而得到最终结果。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 261,
   "metadata": {},
   "outputs": [],
   "source": [
    "N_COMPONENTS = 2\n",
    "affinity_matrix = np.exp(-0.5*distance_matrix/np.max(distance_matrix))\n",
    "maps = spectral_embedding(affinity_matrix, n_components=N_COMPONENTS, drop_first=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 266,
   "metadata": {},
   "outputs": [],
   "source": [
    "index_list=[650, 320, 10, 450, 1650, 1400, 1050, 600, 1350, 2500]\n",
    "init_centroids = np.zeros([10,N_COMPONENTS])\n",
    "for i in range(10):\n",
    "    init_centroids[i,:] = maps[index_list[i],:]\n",
    "_, labels, _ = k_means(maps, 10, init=init_centroids, n_init=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 269,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "382\n",
      "240\n",
      "200\n",
      "326\n",
      "469\n",
      "260\n",
      "266\n",
      "253\n",
      "209\n",
      "216\n",
      "6665.890000000001\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 8))\n",
    "label_list = []\n",
    "for k, col in zip(range(10),colors):\n",
    "    my_members = labels == k\n",
    "    print(sum(my_members))\n",
    "    label_list.append(sum(my_members))    \n",
    "    plt.scatter(data3[my_members,0], data3[my_members,1], color=col, s=5)\n",
    "print(np.var(label_list))    \n",
    "plt.xlabel('POINT_X')\n",
    "plt.ylabel('POINT_Y')\n",
    "plt.title('spectral clustering with tuned k-means')\n",
    "plt.savefig('city-sc-kmeans-fixed.svg')    "
   ]
  }
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